{ "communityAttemptedAt": "2026-09-21T23:58:34.577341+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-21T23:58:34.577341+00:00", "frameworkAttemptedAt": "2026-09-21T21:44:28.512816+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40008, "officialConfigError": null, "officialConfigValid": true, "successCount": 19385, "successRate": 0.48452809438112376, "wilsonLowerBound": 0.479632650912117 }, "vllm": { "framework": "vllm", "modelCount": 53576, "officialConfigError": null, "officialConfigValid": true, "successCount": 14918, "successRate": 0.2784455726444677, "wilsonLowerBound": 0.2746660025950494 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 3064, "officialConfigError": null, "officialConfigValid": true, "successCount": 867, "successRate": 0.28296344647519583, "wilsonLowerBound": 0.26729337960483135 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33331, "officialConfigError": null, "officialConfigValid": true, "successCount": 14821, "successRate": 0.4446611262788395, "wilsonLowerBound": 0.4393329166733955 }, "vllm": { "framework": "vllm", "modelCount": 37755, "officialConfigError": null, "officialConfigValid": true, "successCount": 10710, "successRate": 0.2836710369487485, "wilsonLowerBound": 0.2791461444710626 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9359, "officialConfigError": null, "officialConfigValid": true, "successCount": 3967, "successRate": 0.423870071588845, "wilsonLowerBound": 0.41389138016641364 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64045, "officialConfigError": null, "officialConfigValid": true, "successCount": 12089, "successRate": 0.1887579045983293, "wilsonLowerBound": 0.18574591777528976 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19042, "officialConfigError": null, "officialConfigValid": true, "successCount": 3852, "successRate": 0.202289675454259, "wilsonLowerBound": 0.19664427966647877 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6260, "officialConfigError": null, "officialConfigValid": true, "successCount": 62, "successRate": 0.009904153354632588, "wilsonLowerBound": 0.007734023601240715 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26191, "officialConfigError": null, "officialConfigValid": true, "successCount": 3228, "successRate": 0.12324844412202665, "wilsonLowerBound": 0.1193224506256753 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16470, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10163934426229508, "wilsonLowerBound": 0.09711690799427429 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11630, "officialConfigError": null, "officialConfigValid": true, "successCount": 4868, "successRate": 0.4185726569217541, "wilsonLowerBound": 0.40963497203419497 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24261, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15613536127941965, "wilsonLowerBound": 0.15162223168543956 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8088, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06726013847675569, "wilsonLowerBound": 0.06200424390885557 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43993, "officialConfigError": null, "officialConfigValid": true, "successCount": 10997, "successRate": 0.24997158638874367, "wilsonLowerBound": 0.2459473250516482 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23382, "officialConfigError": null, "officialConfigValid": true, "successCount": 3077, "successRate": 0.13159695492259002, "wilsonLowerBound": 0.12732430470812026 }, "vllm": { "framework": "vllm", "modelCount": 86689, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11263251392910288, "wilsonLowerBound": 0.11054511329016717 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 41082, "officialConfigError": null, "officialConfigValid": true, "successCount": 5047, "successRate": 0.12285185726108758, "wilsonLowerBound": 0.11971270328449583 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 33139, "officialConfigError": null, "officialConfigValid": true, "successCount": 3441, "successRate": 0.1038353601496726, "wilsonLowerBound": 0.1005967727871908 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88939, "officialConfigError": null, "officialConfigValid": true, "successCount": 21213, "successRate": 0.2385117889789631, "wilsonLowerBound": 0.23572222816619437 }, "transformers": { "framework": "transformers", "modelCount": 5256, "officialConfigError": null, "officialConfigValid": true, "successCount": 568, "successRate": 0.1080669710806697, "wilsonLowerBound": 0.09995794938526699 }, "vllm": { "framework": "vllm", "modelCount": 112662, "officialConfigError": null, "officialConfigValid": true, "successCount": 16518, "successRate": 0.146615540288651, "wilsonLowerBound": 0.14456206835414961 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 18111, "officialConfigError": null, "officialConfigValid": true, "successCount": 3539, "successRate": 0.1954061067859312, "wilsonLowerBound": 0.18969608183663103 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42976, "officialConfigError": null, "officialConfigValid": true, "successCount": 5586, "successRate": 0.1299795234549516, "wilsonLowerBound": 0.12683316566088484 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6890, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.083744557329463, "wilsonLowerBound": 0.07743339324799352 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31456, "officialConfigError": null, "officialConfigValid": true, "successCount": 5718, "successRate": 0.18177772126144456, "wilsonLowerBound": 0.17755469370593635 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60954, "officialConfigError": null, "officialConfigValid": true, "successCount": 12397, "successRate": 0.20338287889227943, "wilsonLowerBound": 0.20020613145564378 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8568, "officialConfigError": null, "officialConfigValid": true, "successCount": 2481, "successRate": 0.28956582633053224, "wilsonLowerBound": 0.28005782993352074 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13244, "officialConfigError": null, "officialConfigValid": true, "successCount": 3394, "successRate": 0.2562669888251284, "wilsonLowerBound": 0.24890305970937632 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61844, "officialConfigError": null, "officialConfigValid": true, "successCount": 16949, "successRate": 0.2740605394217709, "wilsonLowerBound": 0.2705592060164876 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 0, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46788, "officialConfigError": null, "officialConfigValid": true, "successCount": 20525, "successRate": 0.43868085833974524, "wilsonLowerBound": 0.43418964167376023 }, "vllm": { "framework": "vllm", "modelCount": 36855, "officialConfigError": null, "officialConfigValid": true, "successCount": 3582, "successRate": 0.0971916971916972, "wilsonLowerBound": 0.0942092783390529 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 657, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6280, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030573248407643312, "wilsonLowerBound": 0.02659388008261268 }, "vllm": { "framework": "vllm", "modelCount": 10028, "officialConfigError": null, "officialConfigValid": true, "successCount": 740, "successRate": 0.07379337854008776, "wilsonLowerBound": 0.06883801306073076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6053, "officialConfigError": null, "officialConfigValid": true, "successCount": 2579, "successRate": 0.4260697174954568, "wilsonLowerBound": 0.4136626919701463 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7378, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185145025752236, "wilsonLowerBound": 0.028081693938916925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 12049, "officialConfigError": null, "officialConfigValid": true, "successCount": 3891, "successRate": 0.3229313635986389, "wilsonLowerBound": 0.3146396028095886 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26642, "officialConfigError": null, "officialConfigValid": true, "successCount": 13525, "successRate": 0.5076570828015915, "wilsonLowerBound": 0.5016530882411748 }, "vllm": { "framework": "vllm", "modelCount": 62969, "officialConfigError": null, "officialConfigValid": true, "successCount": 6379, "successRate": 0.10130381616350903, "wilsonLowerBound": 0.09897134272792102 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12613, "officialConfigError": null, "officialConfigValid": true, "successCount": 1833, "successRate": 0.1453262506937287, "wilsonLowerBound": 0.13928360800312015 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-22T00:00:41.397746+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 972.2068965517241, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6523352278842933, "queueFactor": 0.9978334396537183, "queueWeight": 0.9978334396537183, "recentSuccess": 39, "recentSuccessRate": 0.2689655172413793, "recentTerminal": 145, "recentWilsonLowerBound": 0.2034414774869696, "running": 8, "selectionWeight": 0.6509219042470765, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 23495 }, "Ascend_910-b4": { "available": true, "backlogHours": 1238.7591240875913, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.7222310281631115, "queueFactor": 0.9622187794967229, "queueWeight": 0.9622187794967229, "recentSuccess": 54, "recentSuccessRate": 0.39416058394160586, "recentTerminal": 137, "recentWilsonLowerBound": 0.3162898229154807, "running": 8, "selectionWeight": 1.6571630379304951, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 28285 }, "Biren_166m": { "available": true, "backlogHours": 176.19767441860463, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.38608615001372504, "queueFactor": 1.2892045596848076, "queueWeight": 1.2892045596848076, "recentSuccess": 37, "recentSuccessRate": 0.21511627906976744, "recentTerminal": 172, "recentWilsonLowerBound": 0.16028767638500904, "running": 8, "selectionWeight": 0.49774402502884696, "stale": false, "submissionEligible": true, "throughputPerHour": 28.666666666666668, "waiting": 5051 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 2151.714285714286, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7003980992558062, "queueFactor": 0.8857357381347704, "queueWeight": 0.8857357381347704, "recentSuccess": 14, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 42, "recentWilsonLowerBound": 0.21012280761972318, "running": 7, "selectionWeight": 0.6203676274325317, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15062 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 462.95798319327736, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2841595722788314, "queueFactor": 1.1152972260971574, "queueWeight": 1.1152972260971574, "recentSuccess": 24, "recentSuccessRate": 0.20168067226890757, "recentTerminal": 119, "recentWilsonLowerBound": 0.13944089576973434, "running": 7, "selectionWeight": 0.31692238273153533, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 9182 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.02253521126761, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.028169014084507043, "recentTerminal": 355, "recentWilsonLowerBound": 0.015371278342861802, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 59.166666666666664, "waiting": 2368 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 113.34883720930233, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05001698855467185, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.09302325581395349, "recentTerminal": 258, "recentWilsonLowerBound": 0.06330831170978082, "running": 4, "selectionWeight": 0.06502208512107341, "stale": false, "submissionEligible": true, "throughputPerHour": 43.0, "waiting": 4874 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2749.2000000000003, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6872091096013734, "queueFactor": 0.8537700353810594, "queueWeight": 0.8537700353810594, "recentSuccess": 12, "recentSuccessRate": 0.34285714285714286, "recentTerminal": 35, "recentWilsonLowerBound": 0.20831495282688925, "running": 2, "selectionWeight": 0.5867185458185509, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 16037 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 645.3061224489796, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7338800191496985, "queueFactor": 1.061101652370322, "queueWeight": 1.061101652370322, "recentSuccess": 29, "recentSuccessRate": 0.29591836734693877, "recentTerminal": 98, "recentWilsonLowerBound": 0.21463049371609197, "running": 8, "selectionWeight": 0.7787213009613086, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 10540 }, "MetaX_c-500": { "available": true, "backlogHours": 669.7113402061855, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7514035986459311, "queueFactor": 1.0552095443184655, "queueWeight": 1.0552095443184655, "recentSuccess": 29, "recentSuccessRate": 0.29896907216494845, "recentTerminal": 97, "recentWilsonLowerBound": 0.21694502760133394, "running": 4, "selectionWeight": 0.7928882489264281, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 10827 }, "Mthreads_s4000": { "available": true, "backlogHours": 2684.8163265306125, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8568102861718285, "queueWeight": 0.8568102861718285, "recentSuccess": 25, "recentSuccessRate": 0.5102040816326531, "recentTerminal": 49, "recentWilsonLowerBound": 0.3746733153340922, "running": 4, "selectionWeight": 2.1420257154295714, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 21926 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4308.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4038776400296829, "queueFactor": 0.798142623969382, "queueWeight": 0.798142623969382, "recentSuccess": 7, "recentSuccessRate": 0.3181818181818182, "recentTerminal": 22, "recentWilsonLowerBound": 0.16360387354692477, "running": 2, "selectionWeight": 0.3223519593758526, "stale": false, "submissionEligible": true, "throughputPerHour": 3.6666666666666665, "waiting": 15796 }, "Vastai_va16": { "available": true, "backlogHours": 1704.8235294117646, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.917212456242086, "queueWeight": 0.917212456242086, "recentSuccess": 6, "recentSuccessRate": 0.11764705882352941, "recentTerminal": 51, "recentWilsonLowerBound": 0.05504998764172767, "running": 16, "selectionWeight": 0.045860622812104304, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 14491 }, "hygon_k100-ai": { "available": true, "backlogHours": 944.2941176470588, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.214159613879798, "queueFactor": 1.0022031559689415, "queueWeight": 1.0022031559689415, "recentSuccess": 19, "recentSuccessRate": 0.18627450980392157, "recentTerminal": 102, "recentWilsonLowerBound": 0.12261984082072329, "running": 6, "selectionWeight": 0.2146314409114235, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 16053 } }, "queueAttemptedAt": "2026-09-22T00:00:41.397746+00:00", "queueError": null, "queueUpdatedAt": "2026-09-22T00:00:41.397746+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Biren_166m", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }